{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于 Python 的箱形图绘制\n"
   ]
  },
  {
   "attachments": {
    "example.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "箱形图，又称为盒须图、盒式图、盒状图或箱线图，是一种用作显示一组数据分散情况的统计图。因形状如箱子而得名，常用来快速识别异常值。箱形图的原理图如下(假设长度为 n)：\n",
    "\n",
    "![example.png](attachment:example.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "箱形图主要包含六个数据节点，将一组数据从大到小排列，分别计算出它的上边缘，上四分位数 Q3，中位数 Q2，下四分位数 Q1，下边缘，还有一个异常值。各数据的计算由图中所示，异常值被定义为在上下限范围以外的数值。\n",
    "\n",
    "箱线图判断异常值的标准以四分位数和四分位距为基础，四分位数具有一定的耐抗性，多达 25% 的数据可以变得任意远而不会很大地扰动四分位数，所以异常值不会影响箱形图的数据形状，箱线图识别异常值的结果比较客观。由此可见，箱线图在识别异常值方面有一定的优越性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 绘制简单的箱形图"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:35.332561Z",
     "start_time": "2025-03-17T11:14:34.881742Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "# 创建画布\n",
    "fig = plt.figure()\n",
    "# 创建作图区域\n",
    "ax = plt.subplot()\n",
    "\n",
    "# 直接用随机数据创建三个简单的箱形图\n",
    "ax.boxplot([range(5), range(15), range(25)])\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 设置箱形图的上下限"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:35.406475Z",
     "start_time": "2025-03-17T11:14:35.347650Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建画布\n",
    "fig = plt.figure()\n",
    "# 创建作图区域\n",
    "ax = plt.subplot()\n",
    "\n",
    "# 设置最大值不超过85%分位点；最小值不小于10%分位点\n",
    "# 图中在上下限以外的圆圈即为异常值\n",
    "ax.boxplot([range(5), range(10), range(20)], whis=[10, 85])\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 箱形图的中位数"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:35.511858Z",
     "start_time": "2025-03-17T11:14:35.458746Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建画布\n",
    "fig = plt.figure()\n",
    "# 创建作图区域\n",
    "ax = plt.subplot()\n",
    "\n",
    "# 缺口表示50%分位点的置信区间，缺口太大表示分布太分散了\n",
    "# notch：是否是凹口的形式展现箱线图\n",
    "ax.boxplot([range(5), range(10), range(20)], notch=True)\n",
    "\n",
    "# 修改x轴下标\n",
    "ax.set_xticks([1, 2, 3])\n",
    "ax.set_xticklabels(['First', 'Second', 'Third'])\n",
    "# 显示y坐标轴的底线\n",
    "plt.grid(axis='y')\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 箱形图上色"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:35.590972Z",
     "start_time": "2025-03-17T11:14:35.519884Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 创建随机种子\n",
    "np.random.seed(5)\n",
    "all_data = [np.random.normal(0, std, size=100) for std in range(1, 4)]\n",
    "labels = ['x1', 'x2', 'x3']\n",
    "\n",
    "# 设置箱形图可填充\n",
    "# patch_artist：是否填充箱体的颜色\n",
    "bplot = plt.boxplot(all_data, patch_artist=True, labels=labels)  \n",
    "plt.title('Rectangular box plot')\n",
    "\n",
    "# 设置颜色\n",
    "colors = ['pink', 'lightblue', 'lightgreen']\n",
    "for patch, color in zip(bplot['boxes'], colors):\n",
    "    # 为不同的箱形图填充不同的颜色\n",
    "    patch.set_facecolor(color)\n",
    "\n",
    "plt.grid(axis='y')\n",
    "# 设置轴标签\n",
    "plt.xlabel('Three samples')\n",
    "plt.ylabel('Observed Values')\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\AppData\\Local\\Temp\\ipykernel_9296\\3575429995.py:12: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n",
      "  bplot = plt.boxplot(all_data, patch_artist=True, labels=labels)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至此，基于 Python 的箱形图的绘制结束。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
